#68 Gemini 3 Flash Preview
low- Cost
- $0.007
- Time
- 12.1s
- Tokens
- 2,289 tok
AI BENCHY Compare
Google: Gemini 3 Flash Preview vs Kwaipilot: KAT-Coder-Pro V2.5
Summary
KAT-Coder-Pro V2.5 (medium) leads on average score with 7.5 vs 7.4. Gemini 3 Flash Preview (low) has the lower benchmark cost at $0.111 vs $0.275. Gemini 3 Flash Preview (low) is faster at 5.76s vs 12.95s, with pass rates of 79.4% vs 65.1%.
Recommended modelGemini 3 Flash Preview (low)Its score stays close to the best score here (7.4 vs 7.5), while costing about 2.5x less than KAT-Coder-Pro V2.5 (medium).
Last updated at: 2026-07-14
| Metric | Gemini 3 Flash Preview Gemini 3 Flash Preview low | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium |
|---|---|---|
| Score | 7.4 | 7.5 |
| Rank | #68 | #60 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.2 | 7.7 |
| Tests Correct | ||
| Attempt pass rate | 79.4% | 65.1% |
| Flaky tests | 2 | 6 |
| Total Runs | 63 | 63 |
| Cost per result | 0.689 | 2.498 |
| Total Cost | $0.111 | $0.275 |
| Input Price | $0.500 / 1M | $0.740 / 1M |
| Output Price | $3.000 / 1M | $2.960 / 1M |
| Total Input Tokens | 36,769 | 42,750 |
| Output Tokens | 2,076 | 2,098 |
| Reasoning Tokens | 28,518 | 80,027 |
| Response Time (avg) | 5.76s | 12.95s |
| Response Time (max) | 14.72s | 81.45s |
| Response Time (total) | 120.93s | 271.92s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#60 KAT-Coder-Pro V2.5
medium- Cost
- $0.009
- Time
- 25.6s
- Tokens
- 2,939 tok
Top Models by Score
Score vs Total Cost
Response Time (avg)
Score vs Response Time (avg)
Total Output Tokens
Score vs Total Output Tokens
Category Breakdown
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3 Flash Preview | 5.8 | 7.2 | 44.4% | 1 | 6.00s | 8,122 | 456 | 7,421 | |
| KAT-Coder-Pro V2.5 | 7.8 | 10.0 | 66.7% | 0 | 33.10s | 7,893 | 416 | 33,658 |
Quick Compare
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